The table below looks at the statistics for Data Management skills in IT jobs advertised for the Scotland region. Included is a guide to the salaries offered in IT jobs that have cited Data Management over the 3 months to 24 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
24 Aug 2016
Same period 2015 Same period 2014
Data Management
Rank 83 110 128
Rank change year-on-year
+27 +18
Permanent jobs citing Data Management 69 60 51
As % of all permanent IT jobs located in Scotland 2.48% 1.83% 1.38%
As % of the Processes & Methodologies category 2.76% 2.02% 1.60%
Number of salaries quoted 39 48 37
Median salary £60,000 £47,500 £47,500
Median salary % change year-on-year
+26.31% -
90% offered a salary of more than £34,600 £38,750 £31,500
10% offered a salary of more than £72,500 £67,500 £64,000
UK excluding London median salary £46,000 £45,000 £47,500
% change year-on-year
+2.22% -5.26%
Data Management
UK

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the Scotland region.

Processes & Methodologies Category
Scotland
Permanent IT job ads with a match in the
Processes & Methodologies category
2496 2968 3191
As % of all permanent IT jobs located in Scotland 89.62% 90.60% 86.29%
Number of salaries quoted 1489 1892 2080
Median salary £45,000 £44,500 £42,000
Median salary % change year-on-year
+1.12% +5.95%
90% offered a salary of more than £30,000 £32,000 £30,000
10% offered a salary of more than £65,000 £60,000 £62,500
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Management
Jobs Demand Trend in Scotland

The demand trend of job ads across the Scotland region citing Data Management as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Management Jobs Demand Trend in Scotland

Data Management
Salary Trend in Scotland

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Management across the Scotland region.

Data Management Salary Trend in Scotland

Data Management
Salary Histogram in Scotland

This chart provides a salary histogram for IT jobs citing Data Management across the Scotland region over the 3 months to 24 August 2016.

Data Management Salary Histogram in Scotland

Data Management
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Management within the Scotland region over the 3 months to 24 August 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Glasgow +20 42 £52,500 +10.52%
Edinburgh +16 33 £60,000 +26.31% 6
West Lothian +4 2 £35,000 - 1
Data Management
UK

Data Management
Top 30 Related IT Skills in Scotland

For the 6 months to 24 August 2016, IT jobs citing Data Management also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Scotland region with a requirement for Data Management.

1 82 (65.08%) Finance
2 56 (44.44%) SQL
3 52 (41.27%) Business Intelligence
4 50 (39.68%) Analytical Skills
5 42 (33.33%) Agile Software Development
6 37 (29.37%) Banking
7 29 (23.02%) Java
7 29 (23.02%) Python
7 29 (23.02%) Big Data
8 28 (22.22%) Data Warehouse
9 25 (19.84%) Data Analysis
10 24 (19.05%) Scrum
10 24 (19.05%) Data Quality
11 23 (18.25%) Data Governance
11 23 (18.25%) Master Data Management
11 23 (18.25%) Regression Testing
12 22 (17.46%) JIRA
12 22 (17.46%) Git (software)
12 22 (17.46%) Visualisation
13 21 (16.67%) Oracle
13 21 (16.67%) Tableau
14 19 (15.08%) HTML
14 19 (15.08%) HTML5
15 18 (14.29%) Hadoop
15 18 (14.29%) Retail
16 17 (13.49%) QA
16 17 (13.49%) Data Modelling
16 17 (13.49%) SAS
16 17 (13.49%) Apache Spark
17 16 (12.70%) SDLC

Data Management
Top Related IT Skills in Scotland by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 17 (13.49%) Apache Spark
1 17 (13.49%) SAS
2 4 (3.17%) WordPress
3 1 (0.79%) Apache Pig
3 1 (0.79%) IIS
Applications
1 9 (7.14%) MS Excel
2 4 (3.17%) Adobe Illustrator
2 4 (3.17%) InDesign
2 4 (3.17%) Photoshop
3 2 (1.59%) MS Office
3 2 (1.59%) MS PowerPoint
4 1 (0.79%) SPSS
4 1 (0.79%) Stata
Business Applications
1 7 (5.56%) SAP MDM
2 2 (1.59%) Markit EDM
Cloud Services
1 3 (2.38%) Google Analytics
2 1 (0.79%) Google Cloud Platform
Communications & Networking
1 1 (0.79%) LAN
1 1 (0.79%) WAN
Database & Business Intelligence
1 29 (23.02%) Big Data
2 28 (22.22%) Data Warehouse
3 18 (14.29%) Hadoop
4 12 (9.52%) Impala
4 12 (9.52%) Relational Database
4 12 (9.52%) Spotfire
4 12 (9.52%) Sqoop
5 11 (8.73%) BusinessObjects
6 9 (7.14%) DataStage
7 7 (5.56%) SQL Server
8 6 (4.76%) QlikView
9 5 (3.97%) Enterprise Data Warehouse
9 5 (3.97%) IBM InfoSphere
9 5 (3.97%) MS Access
9 5 (3.97%) Oracle BI EE
9 5 (3.97%) PowerCenter
9 5 (3.97%) SQL Server Integration Services
10 4 (3.17%) Data Mining
10 4 (3.17%) SQL Server Reporting Services
11 3 (2.38%) Base SAS
Development Applications
1 22 (17.46%) Git (software)
1 22 (17.46%) JIRA
2 12 (9.52%) Jenkins
2 12 (9.52%) Subversion
3 10 (7.94%) Cucumber
3 10 (7.94%) Selenium
4 4 (3.17%) TestComplete
5 3 (2.38%) Team Foundation Server
5 3 (2.38%) Visual Studio
General
1 82 (65.08%) Finance
2 37 (29.37%) Banking
3 18 (14.29%) Retail
4 9 (7.14%) Marketing
5 8 (6.35%) Private Banking
5 8 (6.35%) Retail Banking
6 4 (3.17%) Advertising
6 4 (3.17%) Telecoms
7 1 (0.79%) Back Office
7 1 (0.79%) Games
7 1 (0.79%) Law
Job Titles
1 33 (26.19%) Developer
2 19 (15.08%) Analyst
3 16 (12.70%) Big Data Developer
4 12 (9.52%) Business Analyst
4 12 (9.52%) Senior Analyst
5 11 (8.73%) Data Manager
6 10 (7.94%) Automation Tester
6 10 (7.94%) Consultant
6 10 (7.94%) Senior Business Analyst
6 10 (7.94%) Technical Analyst
6 10 (7.94%) Technical Business Analyst
6 10 (7.94%) Tester
7 8 (6.35%) Data Consultant
7 8 (6.35%) Product Manager
7 8 (6.35%) Senior Technical Analyst
7 8 (6.35%) Senior Technical Business Analyst
8 7 (5.56%) Software Engineer
9 6 (4.76%) Architect
10 5 (3.97%) Junior
10 5 (3.97%) Quality Manager
Libraries, Frameworks & Software Standards
1 19 (15.08%) HTML
1 19 (15.08%) HTML5
2 13 (10.32%) D3.js
3 7 (5.56%) AngularJS
4 5 (3.97%) CSS
4 5 (3.97%) jQuery
4 5 (3.97%) LESS
4 5 (3.97%) Middleware
4 5 (3.97%) Node.js
4 5 (3.97%) REST
5 2 (1.59%) Web Services
6 1 (0.79%) .NET
6 1 (0.79%) EDI
6 1 (0.79%) XML
Miscellaneous
1 50 (39.68%) Analytical Skills
2 22 (17.46%) Visualisation
3 16 (12.70%) Data Integration
4 12 (9.52%) Market Risk
5 10 (7.94%) Derivative
6 9 (7.14%) Social Media
7 8 (6.35%) Management Information System
8 5 (3.97%) Fintech
9 4 (3.17%) Blog
9 4 (3.17%) Copywriting
9 4 (3.17%) Credit Risk
9 4 (3.17%) Data Centre
9 4 (3.17%) Data Structures
9 4 (3.17%) Virtual Team
10 3 (2.38%) Enterprise Software
11 2 (1.59%) Computer Science
11 2 (1.59%) Data Extraction
11 2 (1.59%) Statistics
12 1 (0.79%) Informatics
12 1 (0.79%) Mathematics
Operating Systems
1 13 (10.32%) Unix
2 11 (8.73%) Linux
Processes & Methodologies
1 52 (41.27%) Business Intelligence
2 42 (33.33%) Agile Software Development
3 25 (19.84%) Data Analysis
4 24 (19.05%) Scrum
5 23 (18.25%) Data Governance
5 23 (18.25%) Master Data Management
5 23 (18.25%) Regression Testing
6 17 (13.49%) Data Modelling
7 16 (12.70%) Data Visualisation
7 16 (12.70%) SDLC
8 14 (11.11%) Analytics
8 14 (11.11%) Coaching
8 14 (11.11%) Information Management
8 14 (11.11%) OO
8 14 (11.11%) People Management
8 14 (11.11%) Workflow
9 13 (10.32%) Migration
10 12 (9.52%) Continuous Integration
10 12 (9.52%) Time Management
10 12 (9.52%) Trend Analysis
Programming Languages
1 56 (44.44%) SQL
2 29 (23.02%) Java
2 29 (23.02%) Python
3 13 (10.32%) Scala
4 11 (8.73%) C#
5 9 (7.14%) Shell Script
6 7 (5.56%) C++
6 7 (5.56%) VBA
7 5 (3.97%) JavaScript
7 5 (3.97%) R
7 5 (3.97%) T-SQL
8 3 (2.38%) PL/SQL
9 2 (1.59%) Delphi
9 2 (1.59%) SAS Macro
10 1 (0.79%) Bash Shell
10 1 (0.79%) Perl
10 1 (0.79%) VB
10 1 (0.79%) VB.NET
10 1 (0.79%) XPath
Qualifications
1 8 (6.35%) Degree
2 5 (3.97%) CCA
3 2 (1.59%) PRINCE2 Certification
4 1 (0.79%) CISA
4 1 (0.79%) CISM
4 1 (0.79%) CISSP
4 1 (0.79%) CRISC
4 1 (0.79%) ISEB
4 1 (0.79%) ITIL Certification
Quality Assurance & Compliance
1 24 (19.05%) Data Quality
2 17 (13.49%) QA
3 2 (1.59%) PCI DSS
4 1 (0.79%) ISO/IEC 27001
4 1 (0.79%) SLA
System Software
1 1 (0.79%) Apache Flume
Systems Management
1 12 (9.52%) Oozie
1 12 (9.52%) Rundeck
2 1 (0.79%) MOM
Vendors
1 21 (16.67%) Oracle
1 21 (16.67%) Tableau
2 13 (10.32%) SAP
3 12 (9.52%) MicroStrategy
4 10 (7.94%) IBM
5 7 (5.56%) Cognos
5 7 (5.56%) Informatica
6 5 (3.97%) HP
6 5 (3.97%) Microsoft
6 5 (3.97%) Netezza
7 4 (3.17%) Adobe
7 4 (3.17%) Facebook
7 4 (3.17%) Hootsuite
7 4 (3.17%) Pardot
7 4 (3.17%) Salesforce.com
7 4 (3.17%) Twitter
8 3 (2.38%) Google
9 1 (0.79%) Greenplum
9 1 (0.79%) Sun
9 1 (0.79%) Teradata
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